Code to run analysis and generate figures for McNeall et al. (2023?) “Constraining the carbon cycle in JULES-ES-1.0”
Failure analysis

Visualising the ensemble range
It’s important to remember that the design of the experiment is multiplication factors of the original parameters. This might be important for the “hold” value in a sensitivity analysis, as the “standard” value and the median value of the ensemble will not be the same.

Wave00/Wave01 Ensemble behaviour in key (constraining) outputs.
Global mean for the 20 years at the end of the 20th Century. There is still a significant low bias on cVeg output.

What proportion of wave01 fall within Andy Wiltshire’s constraints?
Just under a third. Points at a significant model discrepency in cVeg
Of the 400 members of the wave01 ensemble, 128 pass Andy Wiltshire’s Level 2 constraints.
[1] 128
[1] 0.32


Constraining to level 2 with the emulator
[1] 11.962

---
title: "Constraining the carbon cycle in JULES-ES-1.0"
output:
  html_notebook:
    toc: yes
    toc_float: yes
    toc_depth: 2
    number_sections: yes
---


Code to run analysis and generate figures for McNeall et al. (2023?) "Constraining the carbon cycle in JULES-ES-1.0"

```{r, echo = FALSE, message = FALSE, warning=FALSE, results = 'hide'}
# Load helper functions

knitr::opts_chunk$set(fig.path = "figs/", echo = FALSE, message = FALSE, warnings = FALSE)


```

```{r}

source("JULES-ES-1p0-common-packages.R")
source("JULES-ES-1p0-common-functions.R")
source("JULES-ES-1p0-common-data.R")

```

## Failure analysis

```{r failure-pairs, fig.width=12, fig.height=12, fig.path='figs/', dev=c('png', 'pdf')}


low_npp_ix <- which(Y[,'npp_nlim_lnd_sum'] < 1e5)
# code from https://stackoverflow.com/questions/28182872/how-to-use-different-sets-of-data-in-lower-and-upper-panel-of-pairs-function-in


#X <- matrix(runif(300), ncol=3)
#Y <- matrix(c(sort(runif(100, 0, 10)), 
#              sort(runif(100, 0, 10)), 
#              sort(runif(100, 0, 10))), ncol=3)

#pdf(file = 'figs/run-failure-pairs.pdf', width = 12, height = 10)
x1 <- X[low_npp_ix, ]
x2 <- X_nlevel0

XY <- rbind(x1, x2)


pairs(XY,
      lower.panel=function(x, y, ...) {
        Xx <- x[seq_len(nrow(x1))] # corresponds to X subset
        Xy <- y[seq_len(nrow(x1))] # corresponds to X subset
        #usr <- par("usr"); on.exit(par(usr))
        #par(usr = c(range(x1[, -ncol(x1)]), range(x1[, -1]))) # set up limits
        points(Xx, Xy, col = zblue, pch = 19, cex = 0.8)
       # if(par('mfg')[2] == 1) axis(2) # if left plot, add left axis
        #if(par('mfg')[1] == ncol(x1)) axis(1) # if bottom plot add bottom axis
      }, 
      upper.panel=function(x, y, ...) {
        Yx <- x[(nrow(x1) + 1):length(x)] # Y subset
        Yy <- y[(nrow(x1) + 1):length(y)] # Y subset
        
        #cntr <- outer(Yx, Yx, FUN='*') # arbitrary function for contour
       # usr <- par("usr"); on.exit(par(usr))
        #par(usr = c(range(x2[, -1]), range(x2[, -ncol(x2)]))) # set up limits
        points(Yx, Yy, col = zred, pch = 19, cex = 0.8)
        #contour(Yx, Yy, cntr, add=TRUE)
        #if(par('mfg')[2] == ncol(x2)) axis(4) # if right plot, add right axis
        #if(par('mfg')[1] == 1) axis(3) # if top plot, add top axis
      }, 
      #tick=FALSE, # suppress the default tick marks
      #line=1,
      gap = 0,
      xlim = c(0,1), ylim = c(0,1),
      labels = 1:d,
      oma = c(2, 18, 2, 2)) # move the default tick labels off the plot 

reset()

legend('left', legend = paste(1:d, colnames(lhs)), cex = 1.1, bty = 'n')
legend('topleft', pch = 19, col = c( zred, zblue), legend = c('failed', 'zero carbon cycle'), bty = 'n', inset = 0.02, cex = 1.1 )

#dev.off()

```

# Visualising the ensemble range

It's important to remember that the design of the experiment is multiplication factors of the original parameters. This might be important for the "hold" value in a sensitivity analysis, as the "standard" value and the median value of the ensemble will not be the same.

```{r, fig.width = 6, fig.height = 8}

#pdf(file = 'figs/lhs_range.pdf', width = 6, height = 8)
par(las = 1, mar = c(5,8,2,1))
lhs_min <- apply(lhs_wave0_wave01_all, 2, min)
lhs_max <- apply(lhs_wave0_wave01_all,2, max)

plot(lhs_max, 1:d, type = 'n', xlim = c(0,10), axes = FALSE, xlab = 'multiplying factor', ylab = '')

abline(v = 0, lty = 'dashed', col = 'grey')
abline(v = 1, lty = 'dashed', col = 'tomato2')

segments(x0 = lhs_min, y0 = 1:d, x1 = lhs_max, y1 = 1:d )
points(lhs_min, 1:d, pch = 20)
points(lhs_max, 1:d, pch = 20)
axis(2, at = 1:d, labels = colnames(lhs))
axis(1)
#dev.off()

```

## Wave00/Wave01  Ensemble behaviour in key (constraining) outputs. 

Global mean for the 20 years at the end of the 20th Century. There is still a significant low bias on cVeg output.

```{r, fig.width = 8, fig.height = 8}
wave00col <- 'skyblue2'
wave01col <- 'tomato2'

wave00col <- 'dodgerblue2'
wave01col <- 'firebrick'
rangecol <- 'grey'
```


```{r, fig.width = 8, fig.height = 8 }
# Histogram of level 1 constraints
hcol = 'darkgrey'
lcol = 'black'

#pdf(file = 'figs/level_2_constraints_hists.pdf', width = 8, height = 8)
par(mfrow = c(2,2), fg = 'darkgrey', las = 1, oma = c(0.1, 0.1, 4, 0.1))

trunc <- function(x, vec){
  
  dat <- x[x < max(vec) & x > min(vec)  ]
  
  dat
  
}


h <- hist(Y_const_level1a_scaled[,'nbp_lnd_sum'], main = 'NBP', xlab = 'GtC/year', col = makeTransparent(wave00col,150))
hist(trunc(Y_const_wave01_scaled [,'nbp_lnd_sum'], h$breaks) ,
     col = makeTransparent(wave01col,150) , breaks = h$breaks, add = TRUE)

rug(Y_const_stan_scaled['nbp_lnd_sum'], lwd = 2)

polygon(x = c(0, 100, 100, 0), y = c(0, 0, 1000, 1000),
        col = makeTransparent(rangecol, 60),
        border = makeTransparent(rangecol))

h <- hist(Y_const_level1a_scaled[,'npp_nlim_lnd_sum'],col = makeTransparent(wave00col,150), main = 'NPP', xlab = 'GtC/year')
hist(trunc(Y_const_wave01_scaled [,'npp_nlim_lnd_sum'], h$breaks) , 
     col = makeTransparent(wave01col) , breaks = h$breaks, add = TRUE)

rug(Y_const_stan_scaled['npp_nlim_lnd_sum'], lwd = 2)

polygon(x = c(35, 80, 80, 35), y = c(0, 0, 1000, 1000),
        col = makeTransparent(rangecol, 60),
        border = makeTransparent(rangecol))


h <- hist(Y_const_level1a_scaled[,'cSoil_lnd_sum'], col = makeTransparent(wave00col,150), main = 'Soil Carbon', xlab = 'GtC')
hist(trunc(Y_const_wave01_scaled [,'cSoil_lnd_sum'], h$breaks) , 
     col = makeTransparent(wave01col,150) , breaks = h$breaks, add = TRUE)

rug(Y_const_stan_scaled['cSoil_lnd_sum'], lwd = 2)

polygon(x = c(750, 3000, 3000, 750), y = c(0, 0, 1000, 1000),
        col = makeTransparent(rangecol, 60),
        border = makeTransparent(rangecol))

h <- hist(Y_const_level1a_scaled[,'cVeg_lnd_sum'], col = makeTransparent(wave00col,150), main = 'Vegetation Carbon', xlab = 'GtC')
hist(trunc(Y_const_wave01_scaled [,'cVeg_lnd_sum'], h$breaks) , 
   col = makeTransparent(wave01col,150)  , breaks = h$breaks, add = TRUE)

rug(Y_const_stan_scaled['cVeg_lnd_sum'], lwd = 2)

polygon(x = c(300, 800, 800, 300), y = c(0, 0, 1000, 1000),
        col = makeTransparent(rangecol, 60),
       border =  makeTransparent(rangecol))



reset()

legend('top', horiz = TRUE, fill = c(makeTransparent(wave00col, 150), makeTransparent(wave01col, 150), makeTransparent(rangecol, 60)), legend = c('Wave00', 'Wave01', 'AW range'))

#dev.off()
```

## What proportion of wave01 fall within Andy Wiltshire's constraints?

Just under a third. Points at a significant model discrepency in cVeg

Of the 400 members of the wave01 ensemble, 128 pass Andy Wiltshire's Level 2 constraints.

```{r}

length(level2_ix_wave01)
length(level2_ix_wave01) / ntrain_wave01


```



```{r plot-carbon-cycle-timeseries-primary, fig.width = 10, fig.height = 12}

lcol_wave0 <- makeTransparent('dodgerblue2',  120)
lcol_wave01 <- makeTransparent('firebrick',  120)
lcol_wave01_level2 <- 'gold'
stancol = 'black'

linePlotMultiEns <- function(years, ens1, ens2, ens3, col1, col2, col3, ylab, main, ylim = NULL){
  # Plot wave00 and wave01 timeseries on top of one another
  
  nt <- length(years) 
  if(is.null(ylim)){
    
  ylim = range(c(ens1[,1], ens1[,nt], ens2[,1], ens2[ ,nt], ens3[,1], ens3[, nt]))
  }
  
  else ylim <- ylim
  
  matplot(years, t(ens1), type = 'l', lty = 'solid',ylim = ylim, col = col1,
        ylab = ylab, main = main, xlab = '',
        bty = 'n')
  matlines(years, t(ens2), col = col2, lty = 'solid')
    matlines(years, t(ens3), col = col3, lty = 'solid')
}

#pdf(file = 'figs/carbon-cycle-timeseries-waves-constrained.pdf', width = 10, height = 12)
par(mfrow= c(3,5), las = 1, mar = c(4,4,1,0))

linePlotMultiEns(years = years, ens1 = npp_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = npp_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = npp_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'NPP')

lines(years,npp_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 =  nbp_ens_wave00[without_outliers_ix_wave00,], 
                 ens2 = nbp_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = nbp_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01,col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'NBP', ylim = c(-10,10))

lines(years, nbp_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = cSoil_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = cSoil_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = cSoil_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'cSoil', ylim = range(c(cSoil_ens_wave00[,1], cSoil_ens_wave00[,164])))

lines(years, cSoil_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = cVeg_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = cVeg_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = cVeg_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'cVeg')

lines(years, cVeg_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = lai_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = lai_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = lai_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'Lai')

lines(years, lai_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = rh_lnd_sum_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = rh_lnd_sum_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = rh_lnd_sum_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01,  col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'RH')

lines(years, rh_lnd_sum_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = fLuc_lnd_sum_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = fLuc_lnd_sum_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = fLuc_lnd_sum_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'fLuc')

lines(years, fLuc_lnd_sum_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = fHarvest_lnd_sum_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = fHarvest_lnd_sum_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = fHarvest_lnd_sum_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'fHarvest')

lines(years, fHarvest_lnd_sum_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = treeFrac_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = treeFrac_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = treeFrac_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'treefrac'
                 )

lines(years, treeFrac_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = shrubFrac_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = shrubFrac_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = shrubFrac_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'shrubfrac'
)

lines(years, shrubFrac_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = baresoilFrac_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = baresoilFrac_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = baresoilFrac_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'baresoilfrac')

lines(years, baresoilFrac_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)


linePlotMultiEns(years = years, c3PftFrac_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = c3PftFrac_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = c3PftFrac_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'c3PftFrac')

lines(years, c3PftFrac_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)


linePlotMultiEns(years = years, c4PftFrac_lnd_mean_ens_wave00[without_outliers_ix_wave00,],
                 ens2 = c4PftFrac_lnd_mean_ens_wave01[without_outliers_ix_wave01,],
                 ens3 = c4PftFrac_lnd_mean_ens_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'c3PftFrac')

lines(years, c4PftFrac_lnd_mean_stan, col = stancol, lty = 'solid', lwd = 2)


reset()

legend('bottomright', legend = c('wave00','wave01','wave01 level2','standard'), lty = 'solid', lwd = 1.5, col = c(lcol_wave0, lcol_wave01, lcol_wave01_level2, stancol), inset = c(0.05, 0.15) )

#dev.off()
```
```{r, fig.width = 10, fig.height = 12}


#pdf(file = 'figs/carbon-cycle-timeseries-anomaly-waves-constrained.pdf', width = 10, height = 12)
par(mfrow= c(3,5), las = 1, mar = c(4,4,1,0))

linePlotMultiEns(years = years, ens1 = npp_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = npp_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = npp_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'NPP')

lines(years,npp_stan_anom, col = stancol, lty = 'solid', lwd = 2)
linePlotMultiEns(years = years, ens1 =  nbp_ens_anom_wave00[without_outliers_ix_wave00,], 
                 ens2 = nbp_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = nbp_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01,col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'NBP', ylim = c(-10,10))

lines(years, nbp_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = cSoil_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = cSoil_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = cSoil_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'cSoil', ylim = range(c(cSoil_ens_anom_wave00[,1], cSoil_ens_anom_wave00[,164])))

lines(years, cSoil_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = cVeg_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = cVeg_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = cVeg_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'cVeg')

lines(years, cVeg_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = lai_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = lai_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = lai_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'Lai')

lines(years, lai_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = rh_lnd_sum_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = rh_lnd_sum_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = rh_lnd_sum_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01,  col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'RH')

lines(years, rh_lnd_sum_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = fLuc_lnd_sum_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = fLuc_lnd_sum_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = fLuc_lnd_sum_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'fLuc')

lines(years, fLuc_lnd_sum_stan_anom, col = stancol, lty = 'solid', lwd = 2)
 
linePlotMultiEns(years = years, ens1 = fHarvest_lnd_sum_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = fHarvest_lnd_sum_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = fHarvest_lnd_sum_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = 'GtC', main = 'fHarvest')

lines(years, fHarvest_lnd_sum_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = treeFrac_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = treeFrac_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = treeFrac_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'treefrac'
                 )

lines(years, treeFrac_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = shrubFrac_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = shrubFrac_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = shrubFrac_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'shrubfrac'
)

lines(years, shrubFrac_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)

linePlotMultiEns(years = years, ens1 = baresoilFrac_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = baresoilFrac_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = baresoilFrac_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'baresoilfrac')

lines(years, baresoilFrac_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)


linePlotMultiEns(years = years, c3PftFrac_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = c3PftFrac_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = c3PftFrac_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'c3PftFrac')

lines(years, c3PftFrac_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)


linePlotMultiEns(years = years, c4PftFrac_lnd_mean_ens_anom_wave00[without_outliers_ix_wave00,],
                 ens2 = c4PftFrac_lnd_mean_ens_anom_wave01[without_outliers_ix_wave01,],
                 ens3 = c4PftFrac_lnd_mean_ens_anom_wave01[level2a_ix_wave01, ],
                 col1 = lcol_wave0, col2 = lcol_wave01, col3 = lcol_wave01_level2,
                 ylab = '%', main = 'c3PftFrac')

lines(years, c4PftFrac_lnd_mean_stan_anom, col = stancol, lty = 'solid', lwd = 2)

reset()

legend('bottomright', legend = c('wave00','wave01','wave01 level2','standard'), lty = 'solid', lwd = 1.5, col = c(lcol_wave0, lcol_wave01, lcol_wave01_level2, stancol), inset = c(0.05, 0.15) )


#dev.off()

``` 


## Constraining to level 2 with the emulator



```{r}
nunif <- 50000
X_unif <- samp_unif(nunif, mins = rep(0,32), maxes = rep(1, 32))
colnames(X_unif) <- colnames(X)
```



```{r}

# Can this go in common data? Would be needed for checking emulator fits
# Create fit lists for the combined data wave00 level 1a and wave01
Y_const_level1a_wave01_scaled_list <- mat2list(Y_const_level1a_wave01_scaled)

fit_list_const_level1a_wave01 <- mclapply(X = Y_const_level1a_wave01_scaled_list , FUN = km, formula = ~., design = X_level1a_wave01,
                                   mc.cores = 4, control = list(trace = FALSE))


```


```{r}

Y_const_level1a_wave01_scaled_pred <- multiPred(Y = Y_const_level1a_wave01_scaled, Xpred = X_unif, fit_list = fit_list_const_level1a_wave01)

```



```{r}


level2_ix_em_unif_wave00_wave01 <- which(Y_const_level1a_wave01_scaled_pred$pred_mean[,'nbp_lnd_sum'] > 0 &
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'npp_nlim_lnd_sum'] > 35 & 
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'npp_nlim_lnd_sum'] < 80 &
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'cSoil_lnd_sum'] > 750 &
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'cSoil_lnd_sum'] < 3000 &
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'cVeg_lnd_sum'] > 300 & 
                                           Y_const_level1a_wave01_scaled_pred$pred_mean[,'cVeg_lnd_sum'] < 800
)


(length(level2_ix_em_unif_wave00_wave01) / nunif) * 100

```

```{r}



```


```{r}
X_stan_norm <- normalize(matrix(rep(1, 32), nrow = 1), wrt = lhs)

colnames(X_unif) <- 1:32

```


```{r,fig.width = 12, fig.height = 12, warning = FALSE}

#pdf(file = 'figs/pairs_level2_ix_em_unif_wave00_wave01.pdf', width = 12, height = 12)

par(oma = c(0,0,0,3), bg = 'white')

panel_hist_local <- function(x, ...)
{
    usr <- par("usr"); on.exit(par(usr))
    par(usr = c(usr[1:2], 0, 1.5) )
    h <- hist(x, plot = FALSE)
    breaks <- h$breaks; nB <- length(breaks)
    y <- h$counts; y <- y/max(y)
    rect(breaks[-nB], 0, breaks[-1], y, col = "cyan", ...)
}

pairs(rbind(X_unif[level2_ix_em_unif_wave00_wave01, ], X_stan_norm),
      gap = 0, lower.panel = NULL, xlim = c(0,1), ylim = c(0,1),
      panel = dfunc_up_truth,
      diag.panel = panel_hist_local,
      cex.labels = 1,
      col.axis = 'white',
      dfunc_col = rb
      )


image.plot(legend.only = TRUE,
           zlim = c(0,1),
           col = rb,
           legend.args = list(text = 'Density of model runs matching the criteria', side = 3, line = 1),
           legend.shrink = 0.6,
           horizontal = TRUE
)

legend('left', legend = paste(1:32, colnames(lhs)), cex = 1, bty = 'n')

#dev.off()
```

